{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 《python数据可视化之matplotlib实践》\n",
    "\n",
    "## 使用统计函数绘制简单图形\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import matplotlib as mpl\n",
    "import numpy as np\n",
    "%matplotlib inline\n",
    "\n",
    "mpl.rcParams['font.sans-serif'] = ['SimHei']\n",
    "mpl.rcParams['axes.unicode_minus'] = False\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## bar 柱状图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "# bar 柱状图\n",
    "x = list(range(1, 10))\n",
    "y = [3,1,4,5,6,8,9, 7, 2]\n",
    "\n",
    "plt.bar(x,y,align='center',color='c', tick_label=list('sahfdaksj'), hatch='/')\n",
    "plt.xlabel(\"箱子编号\")\n",
    "plt.ylabel(\"箱子重量\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "# bar 柱状图\n",
    "x = list(range(1, 10))\n",
    "y = [3,1,4,5,6,8,9, 7, 2]\n",
    "\n",
    "plt.bar(x,y,width=0.2,align='edge',color='c', tick_label=list('sahfdaksj'), hatch='\\\\')\n",
    "plt.xlabel(\"箱子编号\")\n",
    "plt.ylabel(\"箱子重量\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "# bar 柱状图\n",
    "x = list(range(1, 10))\n",
    "y = [3,1,4,5,6,8,9, 7, 2]\n",
    "\n",
    "plt.bar(x,y,width=0.8,\n",
    "        align='edge', # 调整每个bin对齐的参照物\n",
    "        color='c', \n",
    "        tick_label=list('sahfdaksj'), \n",
    "        hatch='*',\n",
    "        edgecolor ='r')\n",
    "plt.xlabel(\"箱子编号\")\n",
    "plt.ylabel(\"箱子重量\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## barh 水平柱状图/条形图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXoAAAEICAYAAABRSj9aAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAFmJJREFUeJzt3X+Q7Xdd3/HnO/dGyCVkE0xyc0HIxQrRCEOAYyotiUsaiKGg448MWjUDQm+hlai1nRGHtrc401bmjsXJDNXbKgQNCGFkRhmQRMg2SuiMZ0kygxYK0gji5VeQ7ZqLMSTv/vE9l2yW3T27d893v5/P5zwfM3eye/Z7Xt/P3fM9r3zu99eJzESS1K4zhh6AJKlfFr0kNc6il6TGWfSS1DiLXpIaZ9FLUuMseklqnEUvSY2z6CWpcRa9JDVu/9ADADj//PPz8OHDQw9DkqqyvLz85cy8YNpyRRT94cOHGY/HQw9DkqoSEX+5neXcdSNJjbPoJalxFr0kNc6il6TGWfSS1DiLXpIaZ9FLUuMseklqXBEXTC2vrhJLS6cfcPfdcPRo9+eyy2Y0qjLyc3Fx9uuTNFfqn9E3XPKSNAt1F33tJWzJS9oD9RZ97SVsyUvaI3UWfe0lbMlL2kO9F31EXBYRL59ZYO0lbMlL2mO9n3WTmXcDd88krPYStuQlDWAvZvSLEXF010G1l7AlL2kgdeyjr72ELXlJAxqs6CPiSESMI2LMysrmC9Zewpa8pIENVvSZeTwzR5k5YmFh44VqL2FLXlIB9qLozwIe2PGzai9hS15SIXo76yYiDgPvAB4C/vmOnlx7CVvykgrSW9Fn5r3A83b8xNpL2JKXVJiyzrqpvYQteUkFKqfoay9hS15Socoo+pMn6y5hS15SwSIzhx4Do9Eox+Px0MOQpKpExHJmjqYtV8aMXpLUG4tekhpn0UtS4yx6SWpc7/ej347l1VViaWn3QbWfXWO++Q3m5+Li7MeiHWlnRl/oRm6++eZraG0Ufe0bufnmz3O+eld/0de+kZtv/jzna0/UXfS1b+Tmmz/P+doz9RZ97Ru5+ebPc772VJ1FX/tGbr7585yvPVdf0de+kZtv/jznaxD7+wqOiLOAW4BzgPuA6zLz67sKrX0jN9/8ec7XYPqc0V8KPJyZVwJvAc5e+8OIOBIR44gYs7IyPa32jdx88+c5X4Pqs+g/CnwsIm4FrgFOrv1hZh7PzFFmjlhY2Dqp9o3cfPPnOV+D67PonwV8ODNfBJwHXHFaKbVv5OabP+/5GlyfRX8vcENE3AlcBOz8k0Va2MjNN3/e8zW43g7GZuZX6XbZnJ5WNnLzzZ/3fA2uzNMrW9rIzTfffA2svKKvfSM033zzLfnClFX0tW+E5ptvviVfoHKKvvaN0HzzzbfkCxWZOfQYGI1GOR7v/KQcSZpnEbGcmaNpy5Uzo5ck9cKil6TGWfSS1LjeLpjaieXVVWJpaXaBtR94Mt988+ciPxcXZ7/+DbQ3oy/oRTTffPPNL0FbRV/7i2i++eab34N2ir72F9F88803vydtFH3tL6L55ptvfo/qL/raX0TzzTff/J71VvQR8fKIeHlf+UD9L6L55ptv/h6od0Zf+4tovvnmm79Hei/6iPjuiLg9Ih4/s9DaX0TzzTff/D20v+f8Q8DNwPdn5uraH0TEEeAIAAcPbj+x9hfRfPPNN3+P9T2j/xngr4CL1/8gM49n5igzRywsbC+t9hfRfPPNN38AfRf9LwOvmfx3d2p/Ec0333zzB9J30f9dZn4W+HhE/MBpp9T+IppvvvnmD6i3ffSZ+dY1X99w2kG1v4jmm2+++QMr+/TK2l9E88033/yt8vdIuUXfwotovvnmm79V/h4ps+hbeRHNN99887fK3yPlFX1LL6L55ptv/l7mbyIyc89WtpnRaJTj8XjoYUhSVSJiOTNH05Yrb0YvSZopi16SGmfRS1LjLHpJatz+oQcAsLy6SiwtzTa09qPn5ptv/szzc3FxZlk1aXNGX+lGaL755u9B/hxqr+hr3wjNN998S37G2ir62jdC8803v9/8OdVO0bewEZpvvvlN3FumNG0UfSsbofnmm99v/pyqv+hb2gjNN9/8uvIrsb+P0Ig4G3g38DjgU5n5ij7WU/1GYr755tebX5G+ZvSHgBuBq4HDEXFw5muofSMx33zz682vTF9F/yDwKuBm4AnAWesXiIgjETGOiDErKztLr30jMd988+vNr1BfRf9Kul03Pw7cv9ECmXk8M0eZOWJhYfvJtW8k5ptvfr35leqr6G8DXgd8aPL9k2aSWvtGYr755tebX7FeDsZm5h3AM2YaWvtGYr755tebX7ltz+gj4poNHnvubIezido3EvPNN7/e/AZsOaOPiCcCD9EdXL0hIu4F9gH/D3gu8DPAC3sdYe0bifnmm19vfiOm7boZAwm8na7c3wg8B3gL8H3ADk+X2aHaNxLzzTe/3vyGTCv6T9AV/cfpDqjeAZwDfBl4uNeR1b6RmG+++fXmN2a7B2MTCOBpwIV0u20OAgd6GVXtG4n55ptfb36DIjM3/2HE7XQl/zt0++JXgCuAPwW+B1jNzO/d7SBGo1GOx+PdxkjSXImI5cwcTVtup+fR/x/gC8BHgS9O/kiSCjZt1813Tv773XS7br4PeDpwPt3ZN5Kkwk0r+hHwAN0plu8Afo7uXwGrwKeBn+x1dJKkXdtyH/2jFoy4PjPftu6xZ2fmXbsexP79ybFjdR64Md/8wvJzcXEmOSrfdvfRTz3rJiICuHp9yU+cfTqD+yaHDlXzJjLf/GrypYktD8ZGxKnbC/98RJwxeWxfRDwmIn4OeP1MRnGgh7M0a3+Tmm++NCPTzrq5Jbt9Ow8Bb4+ILwGfBK4ErqXbf1+e2t+k5psvzdC0ov9SRJwz+fqTwN3Am+iuiu33ytjTVfub1Hzzd5svrTOt6P8COAJ8G/BM4CLgcrqLp55E95GB5WjhTWq++bvNl9aZVvSfpztn/gzgTLpz5/cDj5k8NvWCq4g4GhGLuxvmNrTyJjXf/N3mS+tMO+vmPuAzdBdM3UVX9ncCf0Z3MdWDvY5uu1p6k5pvfmn5qt60ov8a3Yd7Q1fszwYuBl47ee6GRR8R5wG30P0LIIClGYx1Y7W/icw3v+R8NWHarpdPAvfQlfrLMvOCzLwEuJ3uRmeP3eR5R4D3ZuYL2Px/BkciYhwRY1ZO87b2tb+JzDe/5Hw1Y8sZfWb+xeSCqWO55hLazHwQuCki/nyTpz4VeOfk6w1vS5mZx4HjAHHJJdu7PHet2t9E5ptfcr6aMvVganY+OLlI6gfW/exPN3naqf36ALPfCmt/E5lvfsn5as60K2N/dN1Dr95m7nHgRyJiie4TqWan9jeR+eaXnK8mTTsY+86IeElmvj8zH5jsxpkqM78MvGD3w1un9jeR+eaXnK9mTdt1MwZ+KSJO3bxs5/vSZ6X2N5H55pecr6ZNm9F/BXgjcHNE3AQcjIgfnvwsgXsy89N9DhCo/01kvvkl56t504o+M/P2iHgK8A/oPgz8MN258WcCb6C7NUJ/an8TmW9+yfmaC9OKHoDMvAkgIq7KzF899XhEHOxrYED9byLzzS85X3Nj00+Ymhx4/cPMvGbNY+/LzBfPehCj0SjH4w1Pt5ckbWK7nzC11cHYM4Cb1wTGlOUlSQXatLgz8yGAiHjMmmV/d+0yEbGvv6FJkmZh2j76a4G/jojLgR8EnhYRr6Ur/YvpPojkqn6HKEnajU1n9BFxiO7uk9cCjweup7vB2Q3Av6U7tdKSl6TCbTWjvxp4CfBi4FK68+bX/5mJ5S98gTj33HrPXjB/7vNzcXH265VmZNOiz8zfjoj7gNcDnwO+i+6ulD9Ndw79UyPi32fmG3Y9ihMn4NixZkvAfPOlIU3bR/+zmXn1ZDfOM4EP0V0s9a3Ajdt4/vYcOlTnm9R886UKbLWP/luBjIg7gKcDJ+k+JPylwK10Hy1410xGceDATGIepfYSML/tfGkPbTUj/yng+XT7519Dt8/+OXSfGHUx8DCwPyJempmrfQ90R2ovAfPbzpf22Fb76N8UER8D3g9cB/wBcAXwAN3/BP5FZm56OWtELADvoftXw69l5ntmOfBN1V4C5redLw1gy33smflHEXE98FXgBHAiM/9vRNwOXDAl+1nAnZn5+tkMdRtqLwHz286XBjL1YGpmLq/59m8mj92z1XMi4meBVwDnRsTzgesy80u7GehUtZeA+W3nSwOazVkz62Tmr0XEPcBiZh7tYx2PUnsJmN92vjSwwW5SFhFHImIcEWNWVk4/qPYSML/tfKkAgxV9Zh7PzFFmjlhYOL2Q2kvA/LbzpULUe9vh2kvA/LbzpYL0so8eIDOXgKVewmsvAfPbzpcKU9+MvvYSML/tfKlAdRV97SVgftv5UqHqKfraS8D8tvOlgtVR9LWXgPnt50sFK7/oWygB89vPlwoWmTP7oKjTNhqNcjze9P5okqQNRMRyZo6mLVf+jF6StCsWvSQ1zqKXpMb1dmXsTiyvrhJLS+0cmDN/T/JzcXHXGdI8KGdGX1nJmF9YvqRNlVH0J0/WXTLmD5svaUtF7LrhxAk4dqzOkjF/2HxJU5Uxoz90qM6SMX/YfEnbUkbRHzgw+8zaS8z86fmStqWXoo+IoxGx2Ef2trRQYuZPz5e0LWXM6GeplRIzf3q+pG3ps+hfGBF3RMTdEXFRj+t5REslZv7e50uN6rPovyMzrwR+D7hq/Q8j4khEjCNizMrK7tdWe8mYP2y+1LA+i/5tk/9+BviW9T/MzOOZOcrMEQsLu1tT7SVj/rD5UuP6LPr7e8x+RO0lY/6w+dIcqPtgbO0lY/6w+dKc6OXK2Mw8uubrt/axjupLxvxh86U5UueMvvaSMX/YfGnO1Ff0tZeM+cPmS3OorqKvvWTMHzZfmlP1FH3tJWP+sPnSHIvMHHoMjEajHI/HQw9DkqoSEcuZOZq2XD0zeknSabHoJalxFr0kNc6il6TG9XJl7E4tr64SS0vdNwOf3ZGLi7NfpyQNqKwZvafwSdLMlVP0lrwk9aKMoj950pKXpJ4UsY+eEyfg2DFLXpJ6UMaM/tAhS16SelJG0R84MPtMS16SgJ523UTE2cC7gccBn8rMV/Sxnk1Z8pL0DX3N6A8BNwJXA4cj4mBP6/lmlrwkPUpfRf8g8CrgZuAJwFnrF4iIIxExjogxKyuzWaslL0nfpK+ifyXdrpsfB+7faIHMPJ6Zo8wcsbCw+zVa8pK0ob6K/jbgdcCHJt8/qaf1dCx5SdpULwdjM/MO4Bl9ZH8TS16StlTG6ZWny5KXpKnqLXpLXpK2pc6it+QladvqK3pLXpJ2pK6i34tbGUtSYyIzhx4Do9Eox+Px0MOQpKpExHJmjqYtV9eMXpK0Yxa9JDXOopekxhXxCVPLq6vE0tKjH6z9M2QbzM/FxdmvR1LvypzRN1iS5ksaSnlFX3uJmS+pMGUVfe0lZr6kApVT9LWXmPmSClVG0Z88WXeJmS+pYEWcdcOJE3DsWJ0lZr6kwpUxoz90qM4SM19SBXqb0UfEWcAtwDnAfcB1mfn1DRc+cGD2A6i9JGvPl1SMPmf0lwIPZ+aVwFuAs9f+MCKORMQ4IsasrMx2zbWXZO35korSZ9F/FPhYRNwKXAOcXPvDzDyemaPMHLGwMLu11l6StedLKk6fRf8s4MOZ+SLgPOCKHtfVqb0ka8+XVKQ+i/5e4IaIuBO4COj3hvO1l2Tt+ZKK1dvB2Mz8Kt0um/7VXpK150sqWhmnV+5G7SVZe76k4tVd9LWXZO35kqpQb9HXXpK150uqRp1FX3tJ1p4vqSqRmUOPgdFolONxvyflSFJrImI5M0fTlqtzRi9J2jaLXpIaZ9FLUuMseklqnEUvSY2z6CWpcRa9JDXOopekxln0ktS4Iq6MjYhV4BNDj6NQ5wNfHnoQhfJ3szF/L5tr7XdzcWZeMG2h3u5Hv0Of2M5lvPMoIsb+bjbm72Zj/l42N6+/G3fdSFLjLHpJalwpRX986AEUzN/N5vzdbMzfy+bm8ndTxMFYSVJ/SpnRS5J6YtEXKiIWIuL9EXFrRLwnIr5l6DGVJCIORsRdQ4+jRBHx5oh46dDjKElEnBcR74uIcUT8xtDj2WuDF31E/GZEfCQiXj/0WArzE8CvZuaLgM8D3z/weEpzDDhr6EGUJiKuAC7KzD8YeiyF+Sng5smplY+PiLk6xXLQoo+IHwb2ZebzgG+PiKcNOZ6SZOabM/O2ybcXAF8ccjwliYirgPvp/geoiYg4E/jvwL0R8YNDj6cw9wHPiIhzgScDnx14PHtq6Bn9IvCuyde3As8fbihliojnAedl5v8aeiwlmOzC+nfALw49lgJdD/w58Ebg8oh47cDjKcmfABcDNwD/G/jKsMPZW0MX/eOAz02+/gpwcMCxFCcingDcCPz00GMpyC8Cb87Mrw49kAI9GziemZ8Hfgd4wcDjKcl/AF6dmW8APg68YuDx7Kmhi/5veWQ/69kMP55iTGautwCvy8y/HHo8Bbka+FcRsQRcFhH/Y+DxlORTwLdPvh4BbjePOA94ZkTsA/4hMFfnlQ96Hn1EXA9cmJnHIuI/0t3z5u2DDaggEfEa4D8B90we+m+Z+c4Bh1SciFjKzMWhx1GKiHg88Ft0/zI+E/jRzPzc1s+aDxFxOfAWut03HwF+KDP/dthR7Z2hi/4c4I+BDwLXAt+bmSuDDUiSGjT4lbERcR7wQuCOyb5FSdIMDV70kqR+efBTkhpn0UtS4yx6NSsifj4izl/z/fUR8cQ13++PiNN6D0xOJJCq4D56NSkirgZ+n+6srjOANwHvBt4LPAy8n+5c6p+YfH/KE4DvAV6Wme+aZP0julMV//Xk+8cAd2XmpRus9w7gQR59nvaTM/OSmf4FpR0o5TNjpZmZ3LDqRuBSuitErwRuA/4p8BLgD4E/zsyvATeted5VwC8DL83M966J/DHgHZNl/gz4EvDFyUVbl9IV+QOTZR8ErsnMr6/J/Z89/DWlbbPo1aLPA9cBr6a7L85FwF/TlfKDwOXAH619QkS8HPgR4MVrr+WIiG8DLgQemlzg9xXgrWue+pp1694P3BQRa2f0F+z6byTtgkWvFp2kuwLyauB9wDOBFR4p97cBvxIRZOap3TYXAjedKvmIeOzk8ecDfwfcTHer6FcBS2vWtQT8/WRff0yW2bduPA+fOhawZn3SnrHo1aJzgSuA59Dd6OuzdLtsnjH5+dPp7k/+sjUz78PA1yLiVWtyfj0zfzciTgLLwGeA5wG/R7cv/7F0u3H+K93N+X4B+HvgHwMfXjemfXSX4L8LaY9Z9GpOZn46Ih4Avk5X9n8FfIjuPjAAN2bmb635noj4N8C9mfnutVkR8VS62/7eBhyZZP5Lupn7YboDvOdm5geAD0TEU4D/kpn/rL+/obQzFr2aExGX0c3Y7wSO0t1iYz/dDBx2dlrxQ3Qf5nEH3Yz9PcCbeWRG/1zgV9Ys/zTgiZMDtac8l+5Tn+7f4V9FmgmLXi26kO5A7H+mm83fBfwS8JTJzy+OiMhHn1t8JhvfunYf3QHYXwDeDvwTujN6rgUuAX6bblcRAJn5Qbqb9AHfuN30Ryx5DcmiV3My81b4xkfr7Z/8eWtmHp08vjR57MHJ92+im/Vv9PF7TwdWgVdm5v2Tj+j7G+ADdJ9adB3wm+ufFBFPptvd8zW6g7/SYLxgSs2KiIW+b3sdEWdsdiZNROzLzIf6XL+0HRa9JDXOe91IUuMseklqnEUvSY2z6CWpcRa9JDXu/wP9H8ahNLPKhQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## barh 水平柱状图\n",
    "plt.barh(x,y,align='center', color='c', tick_label=list('sahfdaksj'), hatch='/')\n",
    "plt.xlabel(\"箱子编号\")\n",
    "plt.ylabel(\"箱子重量\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## hist 直方图\n",
    "\n",
    "histtype : {'bar', 'barstacked', 'step',  'stepfilled'}, optional\n",
    "    The type of histogram to draw.\n",
    "\n",
    "    - 'bar' is a traditional bar-type histogram.  If multiple data\n",
    "      are given the bars are arranged side by side.\n",
    "\n",
    "    - 'barstacked' is a bar-type histogram where multiple\n",
    "      data are stacked on top of each other.\n",
    "\n",
    "    - 'step' generates a lineplot that is by default\n",
    "      unfilled.\n",
    "\n",
    "    - 'stepfilled' generates a lineplot that is by default\n",
    "      filled.\n",
    "\n",
    "    Default is 'bar'\n",
    "    \n",
    "\n",
    "直方图的高度表示落在该区间内的元素的个数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "box_hight = np.random.randint(low=0, high=10,size=100)\n",
    "bins = range(0,11)\n",
    "# plt.hist(box_hight, bins)\n",
    "plt.hist(x=box_hight, bins=bins, histtype='bar', rwidth=1, alpha=0.6)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXYAAAD6CAYAAAC1W2xyAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAC9JJREFUeJzt3W+IHId5x/Hvr7INwnITGR8KhtiqwG/aGCXhSKxGDmdjhfpFGjBpHZo6UKeIUOO8LBZxCOSNgwjui4BClKrFkFBQwCkxdajSgrFi5JYTKRjyB/JCxqiYXiJHrvPSPH1xk57jSr3b0dyt77nv541mZ3dnnsXw9dzs7myqCklSH78z7wEkSdMy7JLUjGGXpGYMuyQ1Y9glqRnDLknNGHZJasawS1Izhl2SmrluHju95ZZbav/+/fPYtSRtW+fPn/9FVS2s97i5hH3//v0sLy/PY9eStG0leXkjj/NUjCQ1Y9glqRnDLknNGHZJasawS1Izhl2SmtlQ2JPsS3J2WL4+yTNJXkjy8NXWSZLmY92wJ9kLPAXcOKx6FDhfVR8BPpnkpquskyTNwUaO2N8EHgReH24vAaeH5eeBxauskyTNwbrfPK2q1wGS/GbVjcDFYfkSsO8q635LkqPAUYDbbrvtWmaWpGty7OmX5rbvJx64c9P3MebN0zeA3cPynmEbV1r3W6rqZFUtVtXiwsK6lzqQJI00JuzngcPD8kHgwlXWSZLmYMxFwJ4Cnk1yN/D7wL+xehrm7eskSXOw4SP2qloa/n0ZOAK8ANxXVW9ead0mzCpJ2oBRl+2tqv9k7VMwV10nSdp6fvNUkpox7JLUjGGXpGYMuyQ1Y9glqRnDLknNGHZJasawS1Izhl2SmjHsktSMYZekZgy7JDVj2CWpGcMuSc0YdklqxrBLUjOjfmhDkqZw7OmX5j1CSx6xS1Izhl2SmjHsktSMYZekZgy7JDVj2CWpGcMuSc0YdklqxrBLUjOGXZKaMeyS1Ixhl6RmDLskNWPYJakZwy5JzRh2SWpm5rAn2Zvk2STLSb4xrDuV5FySx6cfUZI0izFH7A8B366qReCmJH8N7KqqQ8CBJHdMOqEkaSZjwv5L4H1J3g28F/g94PRw3xng8JWelOTocJS/vLKyMmpYSdL6xoT9h8DtwOeBnwA3ABeH+y4B+670pKo6WVWLVbW4sLAwZlZJ0gaMCfuXgM9V1ZeBnwJ/Buwe7tszcpuSpImMifBe4M4ku4APA19h7fTLQeDCNKNJksa4bsRzngD+ntXTMeeAvwHOJrkVuB+4a7rxJEmzmjnsVfXvwB+8dV2SJeAIcLyqLk8zmiRpjDFH7P9HVb3G2idjJElz5BudktSMYZekZgy7JDUzyTl2SdvXsadfmvcImphH7JLUjGGXpGYMuyQ1Y9glqRnDLknNGHZJasawS1Izhl2SmjHsktSMYZekZgy7JDVj2CWpGcMuSc0YdklqxrBLUjOGXZKaMeyS1Ixhl6Rm/Gk86R3Cn6jTVDxil6RmDLskNWPYJakZwy5JzRh2SWrGsEtSM4Zdkpox7JLUjGGXpGZGhz3JiSQfH5ZPJTmX5PHpRpMkjTEq7EnuBt5TVc8keQDYVVWHgANJ7ph0QknSTGYOe5LrgW8CF5J8AlgCTg93nwEOTzadJGlmY47YPwP8GDgOfAh4BLg43HcJ2HelJyU5mmQ5yfLKysqYWSVJGzAm7B8ATlbVq8C3gOeB3cN9e662zao6WVWLVbW4sLAwalhJ0vrGhP3nwIFheRHYz9rpl4PAhWueSpI02pjrsZ8C/i7Jp4DrWT3H/r0ktwL3A3dNN54kaVYzh72q/hv4k7euS7IEHAGOV9XlaUaTJI0xyS8oVdVrrH0yRpI0R/40nvQW/jydOvCSApLUjGGXpGYMuyQ1Y9glqRnDLknNGHZJasawS1Izhl2SmjHsktSMYZekZgy7JDVj2CWpGcMuSc0YdklqxrBLUjOGXZKaMeyS1Ixhl6RmDLskNWPYJakZwy5JzRh2SWrmunkPIF3JsadfmvcI0rblEbskNWPYJakZwy5JzRh2SWrGsEtSM4Zdkpox7JLUjGGXpGZGhz3JviQ/GpZPJTmX5PHpRpMkjXEtR+xfBXYneQDYVVWHgANJ7phmNEnSGKPCnuRe4NfAq8AScHq46wxweJLJJEmjzBz2JDcAXwQeG1bdCFwcli8B+67yvKNJlpMsr6ysjJlVkrQBY47YHwNOVNWvhttvALuH5T1X22ZVnayqxapaXFhYGLFbSdJGjLm6433AvUkeAd4P3Aa8ArwIHAR+Nt14kqRZzRz2qvrob5aTPAf8MXA2ya3A/cBdk00nSZrZNV2PvaqWAJIsAUeA41V1+drH0juF10WXtp9Jfmijql5j7ZMxkqQ58punktSMYZekZgy7JDVj2CWpGcMuSc0YdklqxrBLUjOGXZKaMeyS1Ixhl6RmDLskNWPYJakZwy5JzRh2SWrGsEtSM4Zdkpox7JLUjGGXpGYMuyQ1Y9glqRnDLknNGHZJasawS1Izhl2SmjHsktSMYZekZgy7JDVj2CWpGcMuSc1cN+8BtL5jT7807xEkbSMesUtSM4Zdkpox7JLUzMxhT/KuJN9PcibJd5PckORUknNJHt+MISVJGzfmiP3TwJNV9THgVeBTwK6qOgQcSHLHlANKkmYzc9ir6kRV/WC4uQD8OXB6uH0GOHyl5yU5mmQ5yfLKysqoYSVJ6xt9jj3JIWAv8ApwcVh9Cdh3pcdX1cmqWqyqxYWFhbG7lSStY1TYk9wMfA14GHgD2D3ctWfsNiVJ0xjz5ukNwHeAY1X1MnCetdMvB4ELk00nSZrZmKPrzwIfBL6Q5DkgwENJngT+FPin6caTJM1q5ksKVNXXga+/dV2S7wFHgONVdXmi2SRJI0xyrZiqeo21T8ZIkubINzolqRnDLknNeNneGXj5XEnbgUfsktSMYZekZgy7JDVj2CWpGcMuSc0YdklqxrBLUjOGXZKaMeyS1Ixhl6RmDLskNWPYJakZwy5JzWy7qzt6hUVJ+v95xC5JzRh2SWrGsEtSM4Zdkpox7JLUjGGXpGYMuyQ1Y9glqRnDLknNGHZJasawS1Izhl2SmjHsktSMYZekZgy7JDUzWdiTnEpyLsnjU21TkjS7ScKe5AFgV1UdAg4kuWOK7UqSZjfVEfsScHpYPgMcnmi7kqQZTfXTeDcCF4flS8AH3/6AJEeBo8PNN5L8bOS+bgF+MfK525WveWfwNe8AX7m213z7Rh40VdjfAHYPy3u4wl8CVXUSOHmtO0qyXFWL17qd7cTXvDP4mneGrXjNU52KOc/a6ZeDwIWJtitJmtFUR+z/CJxNcitwP3DXRNuVJM1okiP2qnqd1TdQXwTuqarLU2z3Kq75dM425GveGXzNO8Omv+ZU1WbvQ5K0hfzmqSQ1Y9jfwZK8K8n3k5xJ8t0kN8x7pq2SZF+SH817jq2U5ESSj897jq2QZG+SZ5MsJ/nGvOfpZluFfQdetuDTwJNV9THgVeCP5jzPVvoqax+hbS/J3cB7quqZec+yRR4Cvj187O+mJK0/8jgcqJwdlq9P8kySF5I8vBn72zZh34mXLaiqE1X1g+HmAvBf85xnqyS5F/g1q/8zay/J9cA3gQtJPjHvebbIL4H3JXk38F7glTnPs2mS7AWeYvWLnACPAuer6iPAJ5PcNPU+t03Y2cGXLUhyCNhbVS/Oe5bNNpxu+iLw2Lxn2UKfAX4MHAc+lOTROc+zFX7I6rcoPw/8hNVvrHf1JvAg8Ppwe4m1lj0PTP7XynYK+9svW7BvjrNsmSQ3A18DNuVPtnegx4ATVfWreQ+yhT4AnKyqV4FvAffMeZ6t8CXgc1X1ZeCnwF/MeZ5NU1Wvv+0j4Jvesu0U9nUvW9DNcPT6HeBYVb0873m2yH3AI0meA96f5G/nPM9W+DlwYFheBHbCf+u9wJ1JdgEfBnbS5643vWXbKY478bIFn2X1gmpfSPJckgfnPdBmq6qPVtVSVS0B/1FVfznvmbbAKeCeJM8Df8XqG8fdPcHqF3UuAzcD/zDfcbbUprds23xBKcnvAmeBf2W4bMEmf8NVkiaT5LmqWkpyO/As8C/AH7Lasjcn3dd2CTv877vLR4Dnh/ORkrTtDNfVOgz882YcoG6rsEuS1redzrFLkjbAsEtSM4Zdkpox7JLUjGGXpGb+B+Y6Wd81PPoVAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(x=box_hight, bins=bins, histtype='bar', rwidth=1, alpha=0.6, cumulative=True) # 累加\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## pie 饼图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "kinds = '简易箱','保鲜箱', '行李箱', '密封箱'\n",
    "colors = ['#e41a1c', '#377eb8', '#4daf4a', '#984ea3']\n",
    "sold_nums = [0.05, 0.45, 0.15, 0.35]\n",
    "plt.pie(x=sold_nums, \n",
    "\t\tlabels=kinds,\n",
    "\t\tautopct=\"%3.1f%%\", \n",
    "\t\tstartangle=0, \n",
    "\t\tcolors=colors)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.pie(x=sold_nums, # 比例\n",
    "\t\tlabels=kinds,  # 外部标签\n",
    "\t\tautopct=\"%3.5f%%\",   # 设置内部标签的格式（可以使函数，也可以是字符串）\n",
    "\t\tstartangle=60, # 第一个part开始的角度，本例为0.05那个部分\n",
    "\t\tcolors=colors,\n",
    "       shadow=True) # 阴影\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.pie(x=sold_nums, # 比例\n",
    "\t\tlabels=kinds,  # 外部标签\n",
    "\t\tautopct=\"fms\",   # 设置内部标签的格式（可以使函数，也可以是字符串）\n",
    "\t\tstartangle=60, # 第一个part开始的角度，本例为0.05那个部分\n",
    "\t\tcolors=colors)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## polar 在极坐标系上绘制折线图\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "bar_slices = 12\n",
    "theta = np.linspace(start=0.02, stop=2*np.pi,num=bar_slices, endpoint=False\t)\n",
    "r = 30 * np.random.rand(bar_slices)\n",
    "\n",
    "plt.polar(theta,r,linewidth=2,marker=\"*\", mfc='b',ms=10,runits=\"km\", thetaunits=\"rad\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "plt.polar(theta,r,linewidth=2,marker=\"*\", mfc='b',ms=30)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## scatter 绘制气泡图\n",
    " 二维数据借助气泡大小展示三维数据\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.random.randn(100)\n",
    "y = np.random.randn(100)\n",
    "\n",
    "plt.scatter(x, y, \n",
    "            s=np.power(x + 5*y, 2),  # 标记点的大小\n",
    "            cmap=mpl.cm.RdYlBu,  # 将浮点数映射成颜色的“颜色映射表”\n",
    "            marker='o') \n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## stem 棉签图\n",
    " 绘制离散有序数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "x = np.linspace(0.5, 2*np.pi, 20)\n",
    "y = np.random.randn(20)\n",
    "\n",
    "plt.stem(x, y,\n",
    "         linefmt='-.',  # 棉棒\n",
    "         markerfmt='o',  # 棉签头\n",
    "         basefmt='-',  # 水平基线\n",
    "         label='stem fig')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## boxplot 箱线图\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "mpl.rcParams['font.sans-serif'] = ['FangSong']\n",
    "mpl.rcParams['axes.unicode_minus'] = False\n",
    "\n",
    "x = np.random.randn(100)\n",
    "plt.boxplot(x)\n",
    "\n",
    "plt.title('随机数生成器抗干扰能力的稳定性')\n",
    "plt.xticks([1], ['随机数生成器'])\n",
    "plt.ylabel('随机数值',fontsize=24)\n",
    "\n",
    "plt.grid(axis=\"y\", ls=\":\", lw=1, color='gray', alpha=0.4)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.random.randn(100)\n",
    "plt.boxplot(x)\n",
    "\n",
    "plt.title('随机数生成器抗干扰能力的稳定性')\n",
    "plt.xlabel('随机数生成器')                      #### 注意，与上面xticks的区别,这个是给整个x轴做图例，xticks是给x轴的每个刻度做图例\n",
    "plt.ylabel('随机数值',fontsize=24)\n",
    "\n",
    "plt.grid(axis=\"y\", ls=\":\", lw=1, color='gray', alpha=0.4)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "x = np.random.randn(100)\n",
    "plt.boxplot(x)\n",
    "\n",
    "plt.title('随机数生成器抗干扰能力的稳定性')\n",
    "plt.xticks([1], ['随机数生成器'])\n",
    "plt.ylabel('随机数值',fontsize=24)\n",
    "\n",
    "plt.grid(axis=\"y\", ls=\":\", lw=1, color='gray', alpha=0.4)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(range(5), x[:5])\n",
    "plt.xticks(np.arange(5), ('Tom', 'Dick', 'Harry', 'Sally', 'Sue'))\n",
    "plt.xlabel('x-axis',fontsize=20)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## errorbar 绘制误差棒图\n",
    "绘制x或y轴方向的误差范围\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.linspace(0.1, 0.6, 6)\n",
    "y = np.exp(x)\n",
    "plt.errorbar(x,y, fmt='ro', yerr=0.2,xerr=0.02, ecolor='b')\n",
    "plt.xlim(0, 0.7)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
